Universal Agent Skills
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Skill/Architecture/Internal Workflow

Knowledge Base

Engineering playbook and deployment patterns to avoid repeating past errors.

What It Does

A running record of solved deployment issues, environment configurations, and debugging resolutions loaded to prevent repeating historical mistakes.

Origin and Adaptation Notes

Agents retain no memory between independent sessions. A curated knowledge base provides persistent institutional knowledge.

Attribution: Curated engineering runbook compiled across deployments and production workflows.

When to Activate

  • •Encountering persistent build, deployment, or path resolution issues
  • •Reviewing known workarounds for Colab, Vercel, or Node streaming quirks

When to Avoid

  • •Generic development tasks where no errors have occurred

Skill Specification and Runtime Setup

Full Instruction Specification
# Knowledge Base Specification

## Overview
A running record of solved deployment issues, environment configurations, and debugging resolutions loaded to prevent repeating historical mistakes.

## Rationale
Agents retain no memory between independent sessions. A curated knowledge base provides persistent institutional knowledge.

## Core Principles
* Always verify environment constraints and dependencies before executing.
* Enforce negative constraints and reject speculative abstractions.
* Validate output against stated acceptance rubrics.

## Execution Workflow
1. Discovery: Map requirements and inspect active context.
2. Decomposition: Break down the task into discrete, verifiable phases.
3. Execution: Implement surgical changes preserving existing code architecture.
4. Verification: Test all criteria before declaring completion.

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